api-access, models: apply review (greenpt/glm-5.3 tool calls work again, /v1/messages per model, /team/info 403, reasoning defaults re-checked 2026-10-27)

Co-Authored-By: Claude Fable 5.1 <noreply@anthropic.com>

api-access.md

@@ -85,3 +85,70 @@ substitute our base URL and your member key for `apiKey` — the protocol value
 stays the same. Some tools append `/chat/completions` to the base URL themselves;
 if your base URL already ends in `/v1`, that's correct and you should not add
 `/chat/completions`.
+
+## What the gateway guarantees (and what it doesn't)
+
+Checked against `gateway.inference.coop` (LiteLLM 1.103.2 at the time of
+writing) with a member key on 2026-10-19, re-checked 2026-10-26/27. If any of this drifts, open a PR against this file.
+
+- **Supported route:** `POST /v1/chat/completions`. The audio, image and
+  embedding routes work for the models marked for them in the
+  [model list](models.md). `POST /v1/messages` (Anthropic format) answers for
+  some models (`greenpt/deepseek-v4.1-flash`, `tinfoil/deepseek-v4-1-flash`,
+  `tinfoil/glm-5.3`, `tinfoil/gpt-oss-120b`) and returns 404 for others
+  (`greenpt/glm-5.3-flash`): it is LiteLLM's built-in translation layer, not
+  something the co-op tests or supports. Where it works it carries tools and
+  tool results correctly, but it drops the `cost` field and any reasoning
+  content, so prefer chat completions for anything you meter.
+- **Fallbacks are silent in the body, visible in the headers.** Some models
+  have a fallback chain (today `greenpt/deepseek-v4.1-flash` →
+  `tinfoil/deepseek-v4-1-flash` → `tinfoil/gpt-oss-120b`). If the first
+  provider fails, the next one serves your request at its own price and its
+  own privacy posture. Every response carries `x-litellm-model-group` (what
+  you asked for), `x-litellm-model-name` and `x-litellm-model-api-base` (what
+  answered), and `x-litellm-attempted-fallbacks` (how many hops). Read them
+  if the provider matters to you.
+- **Cost per call is in the headers too:** `x-litellm-response-cost` in USD,
+  split into `-input`, `-output` and `-reasoning`, and `x-litellm-key-spend`
+  for your key's running total. With streaming, `usage.cost` arrives in the
+  final chunk instead.
+- **Timeouts and retries.** 180 seconds per request. Connection errors are
+  retried up to twice; timeouts are never retried, because the provider has
+  already billed the generation.
+- **Reasoning is on by default** on every chat model we tested, and reasoning
+  tokens count against `max_tokens`. How much varies: the GreenPT GLM models
+  think for a dozen tokens or so and then answer, while the Tinfoil models and
+  DeepSeek on either provider can think for hundreds. A 700-token `max_tokens`
+  on `tinfoil/glm-5.3` or `tinfoil/gpt-oss-120b` can come back as
+  `finish_reason: "length"` with 700 reasoning tokens and no content. To turn it off per request, send
+  `"reasoning_effort": "none"` (or
+  `"chat_template_kwargs": {"enable_thinking": false}`); `"off"` is rejected
+  with a 400, and `tinfoil/gpt-oss-120b` rejects `"none"` too, so thinking
+  can't be disabled on that model. Anthropic-style `thinking: {...}` is
+  dropped without an error.
+- **Unknown parameters are dropped, not rejected** (`drop_params` is on). If
+  a parameter seems to have no effect, that is probably why.
+- **Usage.** With `"stream_options": {"include_usage": true}` the last chunk
+  carries `prompt_tokens`, `completion_tokens`,
+  `completion_tokens_details.reasoning_tokens`,
+  `prompt_tokens_details.cached_tokens`, and `cost`. Some providers add an
+  `impact` block (energy in Wms, emissions in µgCO₂e) on non-streaming
+  responses.
+- **Model metadata is readable.** `GET /model/info` with your key returns
+  every model's `model_info` (pricing, and whatever capability flags are
+  declared there), so a client can pick a model by what it supports.
+- **Budget exhausted.** When your allowance is spent, the gateway returns
+  HTTP `400` with `error.type: "budget_exceeded"` before any stream starts.
+  Match on the type, not the status. Your allowance resets on your billing
+  date; the dashboard shows when.
+- **Read your own usage.** Your key can read its own record
+  (`GET /key/info`) and its own budget container
+  (`GET /team/info?team_id=…`, with the `team_id` from `/key/info`): spend,
+  `max_budget`, and `budget_reset_at`. Handy for a client that wants to stop
+  before the gateway does. The scoping is enforced: asking for another team's
+  `team_id` returns 403. `/spend/logs` is admin-only.
+- **No rate limits beyond the budget, and no request-size cap we could find
+  below 1.5 MB.** There is one shared container; please be a good neighbour.
+- **No uptime guarantee** (Terms, "Service"). `GET /health/liveliness` and
+  `GET /health/readiness` answer without auth, so a client can check before
+  it falls back to something else.

models.md

@@ -41,10 +41,10 @@ that **you choose** which axis matters more for a given task.
 - **Everyday chat and drafting** → a fast model: `greenpt/glm-5.3-flash`.
   These handle the bulk of what people use chat for, at a fraction of flagship
   cost.
-- **Hard reasoning, coding, agentic work** → a flagship: `greenpt/glm-5.3`
+- **Hard reasoning, coding, agentic work** → `tinfoil/glm-5.3` (TEE-protected)
-  (renewable) or `tinfoil/glm-5.3` (TEE-protected) — the GLM flagship on the
+  or `tinfoil/deepseek-v4-1-flash` for long documents and tool-driven tasks.
-  provider of your choice — or `tinfoil/deepseek-v4-1-flash` for long documents
+  `greenpt/glm-5.3` is the same model on renewable energy; choose between the
-  and tool-driven tasks.
+  two by privacy posture, not capability (see the table).
 - **Images in, text out (vision)** → `tinfoil/deepseek-v4-1-flash` or the
   Apertus models — see the ✅ in the table below.
 - **Cheap and cheerful** → `tinfoil/gpt-oss-120b` or `greenpt/glm-5.3-flash`.
@@ -63,6 +63,10 @@ cache-read price. **Vision** means the model accepts images as input
 available via the chat's image feature (the 🎨 button) using
 `regolo/qwen-image`.
 
+**Tools** means the model made a valid streaming tool call through the co-op
+gateway when we tested it (✅), failed to (⚠️, with the date), or hasn't been
+tested yet (?). If you test one, add the result by PR.
+
 The emoji in the model name marks its **value tier** (the same icons used in the chat picker):
 
 - 🔒 **Private** — Tinfoil: architecturally private (TEE enclaves)
@@ -70,16 +74,16 @@ The emoji in the model name marks its **value tier** (the same icons used in the
   a zero-data-retention commitment). The 🌱 emoji marks renewable-powered
   providers, not a specific company.
 
-| Model | Provider | Privacy | Green | Vision | Context | Pricing (in / out / cached) | Notes |
+| Model | Provider | Privacy | Green | Vision | Tools | Context | Pricing (in / out / cached) | Notes |
-|---|---|---|---|---|---|---|---|
+|---|---|---|---|---|---|---|---|---|
-| `🌱 greenpt/deepseek-v4.1-flash` | GreenPT | policy | ✅ 100% renewable | ✅ | 1M | $0.22 / $1.10 / $0.011 | **Default.** DeepSeek's multimodal reasoning model, renewable energy; TEE twin below. |
+| `🌱 greenpt/deepseek-v4.1-flash` | GreenPT | policy | ✅ 100% renewable | ✅ | ✅ | 1M | $0.22 / $1.10 / $0.011 | **Default.** DeepSeek's multimodal reasoning model, renewable energy; TEE twin below. Falls back to the Tinfoil twin, then `tinfoil/gpt-oss-120b`, if GreenPT fails. |
-| `🔒 tinfoil/deepseek-v4-1-flash` | Tinfoil | architectural | undisclosed | ✅ | 1M | $0.65 / $1.45 / $0.13 | TEE-protected version of the default; image input, tool calling, long docs/agents. |
+| `🔒 tinfoil/deepseek-v4-1-flash` | Tinfoil | architectural | undisclosed | ✅ | ✅ | 1M | $0.65 / $1.45 / $0.13 | TEE-protected version of the default; image input, tool calling, long docs/agents. Reasoning on by default. |
-| `🔒 tinfoil/glm-5.3` | Tinfoil | architectural | undisclosed | — | 1M | $1.80 / $5.75 / $0.45 | GLM flagship, TEE-protected; strongest private-tier model for agentic coding and long-horizon tasks. |
+| `🔒 tinfoil/glm-5.3` | Tinfoil | architectural | undisclosed | — | ✅ | 1M | $1.80 / $5.75 / $0.45 | GLM flagship, TEE-protected; strongest private-tier model for agentic coding and long-horizon tasks. Reasoning on by default; the fastest model we measured. |
-| `🔒 tinfoil/gpt-oss-120b` | Tinfoil | architectural | undisclosed | — | 131K | $0.15 / $0.60 / — | Lightweight open-weight reasoning; cheapest private tier. |
+| `🔒 tinfoil/gpt-oss-120b` | Tinfoil | architectural | undisclosed | — | ? | 131K | $0.15 / $0.60 / — | Lightweight open-weight reasoning; cheapest private tier. |
-| `🌱 greenpt/glm-5.3-flash` | GreenPT | policy | ✅ 100% renewable | — | 1M | $0.11 / $0.44 / $0.022 | Fast GLM model, renewable energy. |
+| `🌱 greenpt/glm-5.3-flash` | GreenPT | policy | ✅ 100% renewable | — | ✅ | 1M | $0.11 / $0.44 / $0.022 | Fast GLM model, renewable energy. Reasoning on by default. Tool calls verified 2026-10-26. |
-| `🌱 greenpt/glm-5.3` | GreenPT | policy | ✅ 100% renewable | — | 1M | $1.10 / $4.40 / $0.275 | GLM flagship — strongest agentic model in the green tier. |
+| `🌱 greenpt/glm-5.3` | GreenPT | policy | ✅ 100% renewable | — | ✅ | 1M | $1.10 / $4.40 / $0.275 | GLM flagship, renewable energy. A successful tool call comes back with empty `content` and one reasoning token, so read `tool_calls`, not `content`. Tool calls failed 3 of 3 on 2026-10-19 and passed 15 of 15 on 2026-10-26/27; if you see the failure again, note it here. |
-| `🌱 regolo/apertus-70b` | Regolo | policy + ZDR | ✅ 100% renewable | ✅ | 65K | $0.46 / $2.44 / — | Fully open sovereign model (Apache-2.0), large/capable, image understanding. |
+| `🌱 regolo/apertus-70b` | Regolo | policy + ZDR | ✅ 100% renewable | ✅ | ? | 65K | $0.46 / $2.44 / — | Fully open sovereign model (Apache-2.0), large/capable, image understanding. |
-| `🌱 regolo/qwen3.5-122b` | Regolo | policy + ZDR | ✅ 100% renewable | ✅ | 262K | $1.16 / $4.87 / — | Large vision+reasoning MoE (Qwen 3.5, 122B-A10B); 262K context. |
+| `🌱 regolo/qwen3.5-122b` | Regolo | policy + ZDR | ✅ 100% renewable | ✅ | ? | 262K | $1.16 / $4.87 / — | Large vision+reasoning MoE (Qwen 3.5, 122B-A10B); 262K context. Thinking is forced off in the gateway config. |
 
 Vision is verified working through the co-op gateway (base64 image input via
 `/v1/chat/completions`, standard OpenAI format). In the chat UI, just attach